Overview
Brought to you by YData
Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 10000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.5 MiB |
| Average record size in memory | 680.2 B |
Variable types
| Text | 2 |
|---|---|
| Numeric | 11 |
| Categorical | 9 |
| DateTime | 1 |
avg_ads_per_hour is highly overall correlated with num_ads_seen_today and 1 other fields | High correlation |
budget_time_interaction is highly overall correlated with pca1 and 2 other fields | High correlation |
campaign_budget is highly overall correlated with pca2 | High correlation |
click_rate_prior is highly overall correlated with pca2 and 1 other fields | High correlation |
cluster is highly overall correlated with time_spent_on_page | High correlation |
num_ads_seen_today is highly overall correlated with avg_ads_per_hour and 1 other fields | High correlation |
pca1 is highly overall correlated with avg_ads_per_hour and 4 other fields | High correlation |
pca2 is highly overall correlated with campaign_budget and 2 other fields | High correlation |
previous_clicks is highly overall correlated with click_rate_prior and 1 other fields | High correlation |
time_spent_on_page is highly overall correlated with budget_time_interaction and 3 other fields | High correlation |
time_spent_on_page_log is highly overall correlated with budget_time_interaction and 2 other fields | High correlation |
budget_time_interaction has unique values | Unique |
pca1 has unique values | Unique |
pca2 has unique values | Unique |
previous_clicks has 1337 (13.4%) zeros | Zeros |
click_rate_prior has 1337 (13.4%) zeros | Zeros |
Reproduction
| Analysis started | 2025-04-14 16:47:30.781925 |
|---|---|
| Analysis finished | 2025-04-14 16:47:40.943377 |
| Duration | 10.16 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
user_id
Text
| Distinct | 2889 |
|---|---|
| Distinct (%) | 28.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 641.1 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.6325 |
| Min length | 6 |
Unique
| Unique | 344 ? |
|---|---|
| Unique (%) | 3.4% |
Sample
| 1st row | user_861 |
|---|---|
| 2nd row | user_1295 |
| 3rd row | user_1131 |
| 4th row | user_1096 |
| 5th row | user_1639 |
| Value | Count | Frequency (%) |
| user_2687 | 12 | 0.1% |
| user_921 | 12 | 0.1% |
| user_19 | 11 | 0.1% |
| user_662 | 10 | 0.1% |
| user_1017 | 10 | 0.1% |
| user_2774 | 10 | 0.1% |
| user_2709 | 10 | 0.1% |
| user_2533 | 9 | 0.1% |
| user_1463 | 9 | 0.1% |
| user_2157 | 9 | 0.1% |
| Other values (2879) | 9898 |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 10000 | |
| s | 10000 | |
| e | 10000 | |
| r | 10000 | |
| _ | 10000 | |
| 2 | 6292 | |
| 1 | 6278 | |
| 9 | 3095 | 3.6% |
| 8 | 3037 | 3.5% |
| 6 | 3027 | 3.5% |
| Other values (5) | 14596 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 86325 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| u | 10000 | |
| s | 10000 | |
| e | 10000 | |
| r | 10000 | |
| _ | 10000 | |
| 2 | 6292 | |
| 1 | 6278 | |
| 9 | 3095 | 3.6% |
| 8 | 3037 | 3.5% |
| 6 | 3027 | 3.5% |
| Other values (5) | 14596 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 86325 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| u | 10000 | |
| s | 10000 | |
| e | 10000 | |
| r | 10000 | |
| _ | 10000 | |
| 2 | 6292 | |
| 1 | 6278 | |
| 9 | 3095 | 3.6% |
| 8 | 3037 | 3.5% |
| 6 | 3027 | 3.5% |
| Other values (5) | 14596 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 86325 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| u | 10000 | |
| s | 10000 | |
| e | 10000 | |
| r | 10000 | |
| _ | 10000 | |
| 2 | 6292 | |
| 1 | 6278 | |
| 9 | 3095 | 3.6% |
| 8 | 3037 | 3.5% |
| 6 | 3027 | 3.5% |
| Other values (5) | 14596 |
age
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.7334 |
| Minimum | 18 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 29 |
| median | 40 |
| Q3 | 52 |
| 95-th percentile | 62 |
| Maximum | 64 |
| Range | 46 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 13.490965 |
|---|---|
| Coefficient of variation (CV) | 0.33120153 |
| Kurtosis | -1.1763086 |
| Mean | 40.7334 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.037692195 |
| Sum | 407334 |
| Variance | 182.00613 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32 | 261 | 2.6% |
| 34 | 244 | 2.4% |
| 30 | 238 | 2.4% |
| 61 | 238 | 2.4% |
| 43 | 236 | 2.4% |
| 36 | 232 | 2.3% |
| 31 | 228 | 2.3% |
| 40 | 228 | 2.3% |
| 27 | 226 | 2.3% |
| 25 | 225 | 2.2% |
| Other values (37) | 7644 |
| Value | Count | Frequency (%) |
| 18 | 216 | |
| 19 | 212 | |
| 20 | 225 | |
| 21 | 217 | |
| 22 | 202 | |
| 23 | 204 | |
| 24 | 209 | |
| 25 | 225 | |
| 26 | 222 | |
| 27 | 226 |
| Value | Count | Frequency (%) |
| 64 | 213 | |
| 63 | 191 | |
| 62 | 217 | |
| 61 | 238 | |
| 60 | 189 | |
| 59 | 202 | |
| 58 | 209 | |
| 57 | 201 | |
| 56 | 208 | |
| 55 | 210 |
gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 605.6 KiB |
| Other | |
|---|---|
| Female | |
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.0028 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Other |
|---|---|
| 2nd row | Other |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Other | 3388 | |
| Female | 3320 | |
| Male | 3292 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| other | 3388 | |
| female | 3320 | |
| male | 3292 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 13320 | |
| a | 6612 | |
| l | 6612 | |
| O | 3388 | 6.8% |
| t | 3388 | 6.8% |
| h | 3388 | 6.8% |
| r | 3388 | 6.8% |
| F | 3320 | 6.6% |
| m | 3320 | 6.6% |
| M | 3292 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 50028 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 13320 | |
| a | 6612 | |
| l | 6612 | |
| O | 3388 | 6.8% |
| t | 3388 | 6.8% |
| h | 3388 | 6.8% |
| r | 3388 | 6.8% |
| F | 3320 | 6.6% |
| m | 3320 | 6.6% |
| M | 3292 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 50028 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 13320 | |
| a | 6612 | |
| l | 6612 | |
| O | 3388 | 6.8% |
| t | 3388 | 6.8% |
| h | 3388 | 6.8% |
| r | 3388 | 6.8% |
| F | 3320 | 6.6% |
| m | 3320 | 6.6% |
| M | 3292 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 50028 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 13320 | |
| a | 6612 | |
| l | 6612 | |
| O | 3388 | 6.8% |
| t | 3388 | 6.8% |
| h | 3388 | 6.8% |
| r | 3388 | 6.8% |
| F | 3320 | 6.6% |
| m | 3320 | 6.6% |
| M | 3292 | 6.6% |
location
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 603.0 KiB |
| France | |
|---|---|
| Germany | |
| Japan | |
| UK | |
| US | |
| Other values (2) |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 4.7372 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | India |
|---|---|
| 2nd row | Brazil |
| 3rd row | India |
| 4th row | Brazil |
| 5th row | Brazil |
Common Values
| Value | Count | Frequency (%) |
| France | 1551 | |
| Germany | 1445 | |
| Japan | 1423 | |
| UK | 1421 | |
| US | 1398 | |
| Brazil | 1388 | |
| India | 1374 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| france | 1551 | |
| germany | 1445 | |
| japan | 1423 | |
| uk | 1421 | |
| us | 1398 | |
| brazil | 1388 | |
| india | 1374 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 8604 | |
| n | 5793 | |
| r | 4384 | 9.3% |
| e | 2996 | 6.3% |
| U | 2819 | 6.0% |
| i | 2762 | 5.8% |
| F | 1551 | 3.3% |
| c | 1551 | 3.3% |
| G | 1445 | 3.1% |
| m | 1445 | 3.1% |
| Other values (10) | 14022 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 47372 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 8604 | |
| n | 5793 | |
| r | 4384 | 9.3% |
| e | 2996 | 6.3% |
| U | 2819 | 6.0% |
| i | 2762 | 5.8% |
| F | 1551 | 3.3% |
| c | 1551 | 3.3% |
| G | 1445 | 3.1% |
| m | 1445 | 3.1% |
| Other values (10) | 14022 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 47372 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 8604 | |
| n | 5793 | |
| r | 4384 | 9.3% |
| e | 2996 | 6.3% |
| U | 2819 | 6.0% |
| i | 2762 | 5.8% |
| F | 1551 | 3.3% |
| c | 1551 | 3.3% |
| G | 1445 | 3.1% |
| m | 1445 | 3.1% |
| Other values (10) | 14022 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 47372 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 8604 | |
| n | 5793 | |
| r | 4384 | 9.3% |
| e | 2996 | 6.3% |
| U | 2819 | 6.0% |
| i | 2762 | 5.8% |
| F | 1551 | 3.3% |
| c | 1551 | 3.3% |
| G | 1445 | 3.1% |
| m | 1445 | 3.1% |
| Other values (10) | 14022 |
device_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 618.3 KiB |
| Mobile | |
|---|---|
| Desktop | |
| Tablet |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.3016 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Desktop |
|---|---|
| 2nd row | Tablet |
| 3rd row | Mobile |
| 4th row | Mobile |
| 5th row | Mobile |
Common Values
| Value | Count | Frequency (%) |
| Mobile | 6018 | |
| Desktop | 3016 | |
| Tablet | 966 | 9.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| mobile | 6018 | |
| desktop | 3016 | |
| tablet | 966 | 9.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 9034 | |
| b | 6984 | |
| l | 6984 | |
| M | 6018 | |
| i | 6018 | |
| t | 3982 | 6.3% |
| D | 3016 | 4.8% |
| s | 3016 | 4.8% |
| k | 3016 | 4.8% |
| Other values (3) | 4948 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 63016 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 9034 | |
| b | 6984 | |
| l | 6984 | |
| M | 6018 | |
| i | 6018 | |
| t | 3982 | 6.3% |
| D | 3016 | 4.8% |
| s | 3016 | 4.8% |
| k | 3016 | 4.8% |
| Other values (3) | 4948 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 63016 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 9034 | |
| b | 6984 | |
| l | 6984 | |
| M | 6018 | |
| i | 6018 | |
| t | 3982 | 6.3% |
| D | 3016 | 4.8% |
| s | 3016 | 4.8% |
| k | 3016 | 4.8% |
| Other values (3) | 4948 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 63016 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 9034 | |
| b | 6984 | |
| l | 6984 | |
| M | 6018 | |
| i | 6018 | |
| t | 3982 | 6.3% |
| D | 3016 | 4.8% |
| s | 3016 | 4.8% |
| k | 3016 | 4.8% |
| Other values (3) | 4948 |
browser
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 611.5 KiB |
| Opera | |
|---|---|
| Firefox | |
| Chrome | |
| Safari | |
| Edge |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.6005 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Safari |
|---|---|
| 2nd row | Firefox |
| 3rd row | Edge |
| 4th row | Firefox |
| 5th row | Safari |
Common Values
| Value | Count | Frequency (%) |
| Opera | 2055 | |
| Firefox | 1994 | |
| Chrome | 1994 | |
| Safari | 1990 | |
| Edge | 1967 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| opera | 2055 | |
| firefox | 1994 | |
| chrome | 1994 | |
| safari | 1990 | |
| edge | 1967 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 8033 | |
| e | 8010 | |
| a | 6035 | |
| o | 3988 | 7.1% |
| f | 3984 | 7.1% |
| i | 3984 | 7.1% |
| p | 2055 | 3.7% |
| O | 2055 | 3.7% |
| F | 1994 | 3.6% |
| x | 1994 | 3.6% |
| Other values (7) | 13873 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 56005 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 8033 | |
| e | 8010 | |
| a | 6035 | |
| o | 3988 | 7.1% |
| f | 3984 | 7.1% |
| i | 3984 | 7.1% |
| p | 2055 | 3.7% |
| O | 2055 | 3.7% |
| F | 1994 | 3.6% |
| x | 1994 | 3.6% |
| Other values (7) | 13873 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 56005 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 8033 | |
| e | 8010 | |
| a | 6035 | |
| o | 3988 | 7.1% |
| f | 3984 | 7.1% |
| i | 3984 | 7.1% |
| p | 2055 | 3.7% |
| O | 2055 | 3.7% |
| F | 1994 | 3.6% |
| x | 1994 | 3.6% |
| Other values (7) | 13873 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 56005 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 8033 | |
| e | 8010 | |
| a | 6035 | |
| o | 3988 | 7.1% |
| f | 3984 | 7.1% |
| i | 3984 | 7.1% |
| p | 2055 | 3.7% |
| O | 2055 | 3.7% |
| F | 1994 | 3.6% |
| x | 1994 | 3.6% |
| Other values (7) | 13873 |
campaign_id
Text
| Distinct | 100 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 634.9 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | camp_109 |
|---|---|
| 2nd row | camp_171 |
| 3rd row | camp_162 |
| 4th row | camp_135 |
| 5th row | camp_195 |
| Value | Count | Frequency (%) |
| camp_120 | 126 | 1.3% |
| camp_144 | 126 | 1.3% |
| camp_124 | 125 | 1.2% |
| camp_193 | 123 | 1.2% |
| camp_140 | 120 | 1.2% |
| camp_127 | 119 | 1.2% |
| camp_154 | 116 | 1.2% |
| camp_135 | 116 | 1.2% |
| camp_148 | 116 | 1.2% |
| camp_175 | 114 | 1.1% |
| Other values (90) | 8799 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 11924 | |
| c | 10000 | |
| a | 10000 | |
| m | 10000 | |
| p | 10000 | |
| _ | 10000 | |
| 0 | 2065 | 2.6% |
| 4 | 2045 | 2.6% |
| 3 | 2041 | 2.6% |
| 5 | 2013 | 2.5% |
| Other values (5) | 9912 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 80000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 11924 | |
| c | 10000 | |
| a | 10000 | |
| m | 10000 | |
| p | 10000 | |
| _ | 10000 | |
| 0 | 2065 | 2.6% |
| 4 | 2045 | 2.6% |
| 3 | 2041 | 2.6% |
| 5 | 2013 | 2.5% |
| Other values (5) | 9912 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 80000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 11924 | |
| c | 10000 | |
| a | 10000 | |
| m | 10000 | |
| p | 10000 | |
| _ | 10000 | |
| 0 | 2065 | 2.6% |
| 4 | 2045 | 2.6% |
| 3 | 2041 | 2.6% |
| 5 | 2013 | 2.5% |
| Other values (5) | 9912 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 80000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 11924 | |
| c | 10000 | |
| a | 10000 | |
| m | 10000 | |
| p | 10000 | |
| _ | 10000 | |
| 0 | 2065 | 2.6% |
| 4 | 2045 | 2.6% |
| 3 | 2041 | 2.6% |
| 5 | 2013 | 2.5% |
| Other values (5) | 9912 |
ad_platform
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 627.5 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.2428 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row |
Common Values
| Value | Count | Frequency (%) |
| 2574 | ||
| 2499 | ||
| 2497 | ||
| 2430 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2574 | ||
| 2499 | ||
| 2497 | ||
| 2430 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 9992 | |
| t | 5148 | 7.1% |
| i | 5004 | 6.9% |
| k | 4927 | 6.8% |
| n | 4860 | 6.7% |
| T | 2574 | 3.6% |
| w | 2574 | 3.6% |
| r | 2574 | 3.6% |
| l | 2499 | 3.5% |
| Other values (9) | 22276 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 72428 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 9992 | |
| t | 5148 | 7.1% |
| i | 5004 | 6.9% |
| k | 4927 | 6.8% |
| n | 4860 | 6.7% |
| T | 2574 | 3.6% |
| w | 2574 | 3.6% |
| r | 2574 | 3.6% |
| l | 2499 | 3.5% |
| Other values (9) | 22276 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 72428 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 9992 | |
| t | 5148 | 7.1% |
| i | 5004 | 6.9% |
| k | 4927 | 6.8% |
| n | 4860 | 6.7% |
| T | 2574 | 3.6% |
| w | 2574 | 3.6% |
| r | 2574 | 3.6% |
| l | 2499 | 3.5% |
| Other values (9) | 22276 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 72428 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 9992 | |
| t | 5148 | 7.1% |
| i | 5004 | 6.9% |
| k | 4927 | 6.8% |
| n | 4860 | 6.7% |
| T | 2574 | 3.6% |
| w | 2574 | 3.6% |
| r | 2574 | 3.6% |
| l | 2499 | 3.5% |
| Other values (9) | 22276 |
ad_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 618.5 KiB |
| Video | |
|---|---|
| Carousel | |
| Banner |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.322 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Carousel |
|---|---|
| 2nd row | Banner |
| 3rd row | Banner |
| 4th row | Banner |
| 5th row | Carousel |
Common Values
| Value | Count | Frequency (%) |
| Video | 3390 | |
| Carousel | 3305 | |
| Banner | 3305 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| video | 3390 | |
| carousel | 3305 | |
| banner | 3305 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 6695 | |
| a | 6610 | |
| r | 6610 | |
| n | 6610 | |
| V | 3390 | 5.4% |
| i | 3390 | 5.4% |
| d | 3390 | 5.4% |
| C | 3305 | 5.2% |
| u | 3305 | 5.2% |
| Other values (3) | 9915 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 63220 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 6695 | |
| a | 6610 | |
| r | 6610 | |
| n | 6610 | |
| V | 3390 | 5.4% |
| i | 3390 | 5.4% |
| d | 3390 | 5.4% |
| C | 3305 | 5.2% |
| u | 3305 | 5.2% |
| Other values (3) | 9915 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 63220 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 6695 | |
| a | 6610 | |
| r | 6610 | |
| n | 6610 | |
| V | 3390 | 5.4% |
| i | 3390 | 5.4% |
| d | 3390 | 5.4% |
| C | 3305 | 5.2% |
| u | 3305 | 5.2% |
| Other values (3) | 9915 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 63220 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 10000 | |
| o | 6695 | |
| a | 6610 | |
| r | 6610 | |
| n | 6610 | |
| V | 3390 | 5.4% |
| i | 3390 | 5.4% |
| d | 3390 | 5.4% |
| C | 3305 | 5.2% |
| u | 3305 | 5.2% |
| Other values (3) | 9915 |
impression_date
Date
| Distinct | 6295 |
|---|---|
| Distinct (%) | 62.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 78.2 KiB |
| Minimum | 2022-01-01 00:00:00 |
|---|---|
| Maximum | 2023-02-21 15:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 8581 | |
| 1 | 1419 | 14.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 8581 | |
| 1 | 1419 | 14.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8581 | |
| 1 | 1419 | 14.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8581 | |
| 1 | 1419 | 14.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8581 | |
| 1 | 1419 | 14.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 8581 | |
| 1 | 1419 | 14.2% |
time_spent_on_page
Real number (ℝ)
High correlation 
| Distinct | 4359 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.959068 |
| Minimum | 0.01 |
|---|---|
| Maximum | 162.47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 1.0595 |
| Q1 | 5.83 |
| median | 13.855 |
| Q3 | 27.3525 |
| 95-th percentile | 60.402 |
| Maximum | 162.47 |
| Range | 162.46 |
| Interquartile range (IQR) | 21.5225 |
Descriptive statistics
| Standard deviation | 20.038198 |
|---|---|
| Coefficient of variation (CV) | 1.0039646 |
| Kurtosis | 5.4899965 |
| Mean | 19.959068 |
| Median Absolute Deviation (MAD) | 9.455 |
| Skewness | 2.0004034 |
| Sum | 199590.68 |
| Variance | 401.52937 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.94 | 11 | 0.1% |
| 1.36 | 11 | 0.1% |
| 0.54 | 10 | 0.1% |
| 0.09 | 10 | 0.1% |
| 4.73 | 10 | 0.1% |
| 5.45 | 10 | 0.1% |
| 0.5 | 10 | 0.1% |
| 0.96 | 10 | 0.1% |
| 2.17 | 9 | 0.1% |
| 2.79 | 9 | 0.1% |
| Other values (4349) | 9900 |
| Value | Count | Frequency (%) |
| 0.01 | 3 | < 0.1% |
| 0.02 | 4 | < 0.1% |
| 0.03 | 3 | < 0.1% |
| 0.04 | 4 | < 0.1% |
| 0.05 | 9 | |
| 0.06 | 6 | |
| 0.07 | 4 | < 0.1% |
| 0.08 | 5 | |
| 0.09 | 10 | |
| 0.1 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 162.47 | 1 | |
| 157.96 | 1 | |
| 148.24 | 1 | |
| 146.25 | 1 | |
| 145.92 | 1 | |
| 142.92 | 1 | |
| 138.95 | 1 | |
| 137.16 | 1 | |
| 136.65 | 1 | |
| 135.35 | 1 |
num_ads_seen_today
Real number (ℝ)
High correlation 
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9792 |
| Minimum | 0 |
|---|---|
| Maximum | 17 |
| Zeros | 70 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.2426927 |
|---|---|
| Coefficient of variation (CV) | 0.45041225 |
| Kurtosis | 0.21246288 |
| Mean | 4.9792 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.45159176 |
| Sum | 49792 |
| Variance | 5.0296703 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 1794 | |
| 5 | 1722 | |
| 6 | 1450 | |
| 3 | 1434 | |
| 7 | 996 | |
| 2 | 819 | |
| 8 | 658 | 6.6% |
| 9 | 380 | 3.8% |
| 1 | 363 | 3.6% |
| 10 | 186 | 1.9% |
| Other values (7) | 198 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 70 | 0.7% |
| 1 | 363 | 3.6% |
| 2 | 819 | |
| 3 | 1434 | |
| 4 | 1794 | |
| 5 | 1722 | |
| 6 | 1450 | |
| 7 | 996 | |
| 8 | 658 | 6.6% |
| 9 | 380 | 3.8% |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 4 | < 0.1% |
| 13 | 9 | 0.1% |
| 12 | 34 | 0.3% |
| 11 | 79 | 0.8% |
| 10 | 186 | 1.9% |
| 9 | 380 | 3.8% |
| 8 | 658 | |
| 7 | 996 |
previous_clicks
Real number (ℝ)
High correlation  Zeros 
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0358 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 1337 |
| Zeros (%) | 13.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.4427496 |
|---|---|
| Coefficient of variation (CV) | 0.70868928 |
| Kurtosis | 0.44142838 |
| Mean | 2.0358 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.70588431 |
| Sum | 20358 |
| Variance | 2.0815265 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2678 | |
| 2 | 2630 | |
| 3 | 1848 | |
| 0 | 1337 | |
| 4 | 917 | 9.2% |
| 5 | 400 | 4.0% |
| 6 | 134 | 1.3% |
| 7 | 47 | 0.5% |
| 8 | 7 | 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1337 | |
| 1 | 2678 | |
| 2 | 2630 | |
| 3 | 1848 | |
| 4 | 917 | 9.2% |
| 5 | 400 | 4.0% |
| 6 | 134 | 1.3% |
| 7 | 47 | 0.5% |
| 8 | 7 | 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| 8 | 7 | 0.1% |
| 7 | 47 | 0.5% |
| 6 | 134 | 1.3% |
| 5 | 400 | 4.0% |
| 4 | 917 | 9.2% |
| 3 | 1848 | |
| 2 | 2630 | |
| 1 | 2678 |
campaign_budget
Real number (ℝ)
High correlation 
| Distinct | 9948 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9986.7647 |
| Minimum | 1532.6 |
|---|---|
| Maximum | 19714.69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 1532.6 |
|---|---|
| 5-th percentile | 5917.1395 |
| Q1 | 8293.7125 |
| median | 9944.76 |
| Q3 | 11660.722 |
| 95-th percentile | 14103.847 |
| Maximum | 19714.69 |
| Range | 18182.09 |
| Interquartile range (IQR) | 3367.01 |
Descriptive statistics
| Standard deviation | 2503.5062 |
|---|---|
| Coefficient of variation (CV) | 0.25068241 |
| Kurtosis | 0.0052714692 |
| Mean | 9986.7647 |
| Median Absolute Deviation (MAD) | 1686.48 |
| Skewness | 0.05840946 |
| Sum | 99867647 |
| Variance | 6267543.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11800.65 | 3 | < 0.1% |
| 12388.87 | 2 | < 0.1% |
| 9572.27 | 2 | < 0.1% |
| 11504.41 | 2 | < 0.1% |
| 8765.93 | 2 | < 0.1% |
| 9970.45 | 2 | < 0.1% |
| 10135.18 | 2 | < 0.1% |
| 12058.49 | 2 | < 0.1% |
| 10898.47 | 2 | < 0.1% |
| 10111.11 | 2 | < 0.1% |
| Other values (9938) | 9979 |
| Value | Count | Frequency (%) |
| 1532.6 | 1 | |
| 1706.7 | 1 | |
| 1821.36 | 1 | |
| 2013.11 | 1 | |
| 2152.81 | 1 | |
| 2229.32 | 1 | |
| 2230.36 | 1 | |
| 2337.68 | 1 | |
| 2353.86 | 1 | |
| 2505.97 | 1 |
| Value | Count | Frequency (%) |
| 19714.69 | 1 | |
| 19446.18 | 1 | |
| 18819.45 | 1 | |
| 18650.39 | 1 | |
| 18508.31 | 1 | |
| 18396.18 | 1 | |
| 18322.98 | 1 | |
| 18237.37 | 1 | |
| 18211.03 | 1 | |
| 18208.17 | 1 |
category
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 629.0 KiB |
| Finance | |
|---|---|
| Gaming | |
| Fashion | |
| Electronics | |
| Travel |
Length
| Max length | 11 |
|---|---|
| Median length | 7 |
| Mean length | 7.392 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Travel |
|---|---|
| 2nd row | Travel |
| 3rd row | Finance |
| 4th row | Electronics |
| 5th row | Finance |
Common Values
| Value | Count | Frequency (%) |
| Finance | 2049 | |
| Gaming | 2027 | |
| Fashion | 2006 | |
| Electronics | 1973 | |
| Travel | 1945 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| finance | 2049 | |
| gaming | 2027 | |
| fashion | 2006 | |
| electronics | 1973 | |
| travel | 1945 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 10104 | |
| i | 8055 | |
| a | 8027 | |
| c | 5995 | 8.1% |
| e | 5967 | 8.1% |
| F | 4055 | 5.5% |
| o | 3979 | 5.4% |
| s | 3979 | 5.4% |
| l | 3918 | 5.3% |
| r | 3918 | 5.3% |
| Other values (8) | 15923 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 73920 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 10104 | |
| i | 8055 | |
| a | 8027 | |
| c | 5995 | 8.1% |
| e | 5967 | 8.1% |
| F | 4055 | 5.5% |
| o | 3979 | 5.4% |
| s | 3979 | 5.4% |
| l | 3918 | 5.3% |
| r | 3918 | 5.3% |
| Other values (8) | 15923 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 73920 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 10104 | |
| i | 8055 | |
| a | 8027 | |
| c | 5995 | 8.1% |
| e | 5967 | 8.1% |
| F | 4055 | 5.5% |
| o | 3979 | 5.4% |
| s | 3979 | 5.4% |
| l | 3918 | 5.3% |
| r | 3918 | 5.3% |
| Other values (8) | 15923 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 73920 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 10104 | |
| i | 8055 | |
| a | 8027 | |
| c | 5995 | 8.1% |
| e | 5967 | 8.1% |
| F | 4055 | 5.5% |
| o | 3979 | 5.4% |
| s | 3979 | 5.4% |
| l | 3918 | 5.3% |
| r | 3918 | 5.3% |
| Other values (8) | 15923 |
time_spent_on_page_log
Real number (ℝ)
High correlation 
| Distinct | 4359 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5965152 |
| Minimum | 0.0099503309 |
|---|---|
| Maximum | 5.0966295 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0.0099503309 |
|---|---|
| 5-th percentile | 0.72246267 |
| Q1 | 1.9213247 |
| median | 2.6983365 |
| Q3 | 3.3447152 |
| 95-th percentile | 4.1174424 |
| Maximum | 5.0966295 |
| Range | 5.0866792 |
| Interquartile range (IQR) | 1.4233905 |
Descriptive statistics
| Standard deviation | 1.0127296 |
|---|---|
| Coefficient of variation (CV) | 0.39003414 |
| Kurtosis | -0.4369169 |
| Mean | 2.5965152 |
| Median Absolute Deviation (MAD) | 0.7040269 |
| Skewness | -0.33567972 |
| Sum | 25965.152 |
| Variance | 1.0256212 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.6626879731 | 11 | 0.1% |
| 0.858661619 | 11 | 0.1% |
| 0.4317824164 | 10 | 0.1% |
| 0.08617769624 | 10 | 0.1% |
| 1.745715531 | 10 | 0.1% |
| 1.864080131 | 10 | 0.1% |
| 0.4054651081 | 10 | 0.1% |
| 0.6729444732 | 10 | 0.1% |
| 1.153731588 | 9 | 0.1% |
| 1.332366019 | 9 | 0.1% |
| Other values (4349) | 9900 |
| Value | Count | Frequency (%) |
| 0.009950330853 | 3 | < 0.1% |
| 0.0198026273 | 4 | < 0.1% |
| 0.02955880224 | 3 | < 0.1% |
| 0.03922071315 | 4 | < 0.1% |
| 0.04879016417 | 9 | |
| 0.05826890812 | 6 | |
| 0.06765864847 | 4 | < 0.1% |
| 0.07696104114 | 5 | |
| 0.08617769624 | 10 | |
| 0.0953101798 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.096629487 | 1 | |
| 5.068652598 | 1 | |
| 5.005555748 | 1 | |
| 4.992131823 | 1 | |
| 4.989888221 | 1 | |
| 4.96925759 | 1 | |
| 4.941285216 | 1 | |
| 4.928412434 | 1 | |
| 4.924714232 | 1 | |
| 4.915225109 | 1 |
budget_time_interaction
Real number (ℝ)
High correlation  Unique 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 198694.37 |
| Minimum | 93.2067 |
|---|---|
| Maximum | 1865380.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 93.2067 |
|---|---|
| 5-th percentile | 10324.421 |
| Q1 | 54402.587 |
| median | 131971.48 |
| Q3 | 266909.28 |
| 95-th percentile | 620027.88 |
| Maximum | 1865380.7 |
| Range | 1865287.5 |
| Interquartile range (IQR) | 212506.69 |
Descriptive statistics
| Standard deviation | 210409.45 |
|---|---|
| Coefficient of variation (CV) | 1.0589603 |
| Kurtosis | 7.1919789 |
| Mean | 198694.37 |
| Median Absolute Deviation (MAD) | 92152.066 |
| Skewness | 2.2340791 |
| Sum | 1.9869437 × 109 |
| Variance | 4.4272135 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43761.306 | 1 | < 0.1% |
| 306266.2311 | 1 | < 0.1% |
| 92767.0094 | 1 | < 0.1% |
| 293495.6714 | 1 | < 0.1% |
| 191527.9758 | 1 | < 0.1% |
| 81279.0426 | 1 | < 0.1% |
| 9904.1696 | 1 | < 0.1% |
| 19039.5257 | 1 | < 0.1% |
| 458672.6876 | 1 | < 0.1% |
| 580781.1372 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| 93.2067 | 1 | |
| 109.0271 | 1 | |
| 124.1146 | 1 | |
| 208.0072 | 1 | |
| 220.3671 | 1 | |
| 220.6718 | 1 | |
| 222.4136 | 1 | |
| 224.6178 | 1 | |
| 240.6172 | 1 | |
| 242.4804 | 1 |
| Value | Count | Frequency (%) |
| 1865380.688 | 1 | |
| 1787606.298 | 1 | |
| 1784235.301 | 1 | |
| 1767163.613 | 1 | |
| 1748621.428 | 1 | |
| 1702355.85 | 1 | |
| 1600500.83 | 1 | |
| 1587408.026 | 1 | |
| 1580038.003 | 1 | |
| 1568075.208 | 1 |
avg_ads_per_hour
Real number (ℝ)
High correlation 
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20746667 |
| Minimum | 0 |
|---|---|
| Maximum | 0.70833333 |
| Zeros | 70 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.083333333 |
| Q1 | 0.125 |
| median | 0.20833333 |
| Q3 | 0.25 |
| 95-th percentile | 0.375 |
| Maximum | 0.70833333 |
| Range | 0.70833333 |
| Interquartile range (IQR) | 0.125 |
Descriptive statistics
| Standard deviation | 0.093445527 |
|---|---|
| Coefficient of variation (CV) | 0.45041225 |
| Kurtosis | 0.21246288 |
| Mean | 0.20746667 |
| Median Absolute Deviation (MAD) | 0.083333333 |
| Skewness | 0.45159176 |
| Sum | 2074.6667 |
| Variance | 0.0087320665 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1666666667 | 1794 | |
| 0.2083333333 | 1722 | |
| 0.25 | 1450 | |
| 0.125 | 1434 | |
| 0.2916666667 | 996 | |
| 0.08333333333 | 819 | |
| 0.3333333333 | 658 | 6.6% |
| 0.375 | 380 | 3.8% |
| 0.04166666667 | 363 | 3.6% |
| 0.4166666667 | 186 | 1.9% |
| Other values (7) | 198 | 2.0% |
| Value | Count | Frequency (%) |
| 0 | 70 | 0.7% |
| 0.04166666667 | 363 | 3.6% |
| 0.08333333333 | 819 | |
| 0.125 | 1434 | |
| 0.1666666667 | 1794 | |
| 0.2083333333 | 1722 | |
| 0.25 | 1450 | |
| 0.2916666667 | 996 | |
| 0.3333333333 | 658 | 6.6% |
| 0.375 | 380 | 3.8% |
| Value | Count | Frequency (%) |
| 0.7083333333 | 1 | < 0.1% |
| 0.6666666667 | 1 | < 0.1% |
| 0.625 | 4 | < 0.1% |
| 0.5416666667 | 9 | 0.1% |
| 0.5 | 34 | 0.3% |
| 0.4583333333 | 79 | 0.8% |
| 0.4166666667 | 186 | 1.9% |
| 0.375 | 380 | 3.8% |
| 0.3333333333 | 658 | |
| 0.2916666667 | 996 |
click_rate_prior
Real number (ℝ)
High correlation  Zeros 
| Distinct | 71 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.40663432 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 1337 |
| Zeros (%) | 13.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.16666667 |
| median | 0.33333333 |
| Q3 | 0.5 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0.33333333 |
Descriptive statistics
| Standard deviation | 0.39644448 |
|---|---|
| Coefficient of variation (CV) | 0.97494101 |
| Kurtosis | 22.315539 |
| Mean | 0.40663432 |
| Median Absolute Deviation (MAD) | 0.16666667 |
| Skewness | 3.1633511 |
| Sum | 4066.3432 |
| Variance | 0.15716822 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1337 | 13.4% |
| 0.5 | 879 | 8.8% |
| 0.3333333333 | 803 | 8.0% |
| 0.25 | 666 | 6.7% |
| 0.2 | 602 | 6.0% |
| 0.4 | 502 | 5.0% |
| 1 | 491 | 4.9% |
| 0.1666666667 | 470 | 4.7% |
| 0.2857142857 | 392 | 3.9% |
| 0.6666666667 | 387 | 3.9% |
| Other values (61) | 3471 |
| Value | Count | Frequency (%) |
| 0 | 1337 | |
| 0.0625 | 3 | < 0.1% |
| 0.07142857143 | 3 | < 0.1% |
| 0.07692307692 | 11 | 0.1% |
| 0.08333333333 | 20 | 0.2% |
| 0.09090909091 | 57 | 0.6% |
| 0.1 | 97 | 1.0% |
| 0.1111111111 | 162 | 1.6% |
| 0.1176470588 | 1 | < 0.1% |
| 0.125 | 260 | 2.6% |
| Value | Count | Frequency (%) |
| 6 | 2 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 5 | 0.1% |
| 3.5 | 2 | < 0.1% |
| 3 | 17 | 0.2% |
| 2.5 | 13 | 0.1% |
| 2.333333333 | 1 | < 0.1% |
| 2 | 67 | |
| 1.75 | 10 | 0.1% |
| 1.666666667 | 32 |
pca1
Real number (ℝ)
High correlation  Unique 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7658765 × 10-17 |
| Minimum | -2.8271782 |
|---|---|
| Maximum | 4.8710348 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5320 |
| Negative (%) | 53.2% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | -2.8271782 |
|---|---|
| 5-th percentile | -1.52207 |
| Q1 | -0.70647393 |
| median | -0.075068795 |
| Q3 | 0.61329804 |
| 95-th percentile | 1.7713641 |
| Maximum | 4.8710348 |
| Range | 7.6982129 |
| Interquartile range (IQR) | 1.319772 |
Descriptive statistics
| Standard deviation | 1.017618 |
|---|---|
| Coefficient of variation (CV) | 2.7022077 × 1016 |
| Kurtosis | 0.77107679 |
| Mean | 3.7658765 × 10-17 |
| Median Absolute Deviation (MAD) | 0.65821131 |
| Skewness | 0.55759697 |
| Sum | 4.3942627 × 10-13 |
| Variance | 1.0355465 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -1.006794382 | 1 | < 0.1% |
| 0.5000160369 | 1 | < 0.1% |
| 0.2155702169 | 1 | < 0.1% |
| 0.9406604699 | 1 | < 0.1% |
| 0.2110177412 | 1 | < 0.1% |
| -0.4776621874 | 1 | < 0.1% |
| -1.788933416 | 1 | < 0.1% |
| -0.1993220135 | 1 | < 0.1% |
| -0.6360812442 | 1 | < 0.1% |
| 0.1570476578 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| -2.827178173 | 1 | |
| -2.774734187 | 1 | |
| -2.7304568 | 1 | |
| -2.727446096 | 1 | |
| -2.665944772 | 1 | |
| -2.616856404 | 1 | |
| -2.609018674 | 1 | |
| -2.543344874 | 1 | |
| -2.528666784 | 1 | |
| -2.522328627 | 1 |
| Value | Count | Frequency (%) |
| 4.871034763 | 1 | |
| 4.834376731 | 1 | |
| 4.683085619 | 1 | |
| 4.642208586 | 1 | |
| 4.612864061 | 1 | |
| 4.598500763 | 1 | |
| 4.536181182 | 1 | |
| 4.486894373 | 1 | |
| 4.365002268 | 1 | |
| 4.267874463 | 1 |
pca2
Real number (ℝ)
High correlation  Unique 
| Distinct | 10000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3145041 × 10-17 |
| Minimum | -4.0551691 |
|---|---|
| Maximum | 4.1924773 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5030 |
| Negative (%) | 50.3% |
| Memory size | 78.2 KiB |
Quantile statistics
| Minimum | -4.0551691 |
|---|---|
| 5-th percentile | -1.6367329 |
| Q1 | -0.68967426 |
| median | -0.0080358986 |
| Q3 | 0.67006 |
| 95-th percentile | 1.6784057 |
| Maximum | 4.1924773 |
| Range | 8.2476464 |
| Interquartile range (IQR) | 1.3597343 |
Descriptive statistics
| Standard deviation | 1.0083715 |
|---|---|
| Coefficient of variation (CV) | 7.6711172 × 1016 |
| Kurtosis | 0.059151426 |
| Mean | 1.3145041 × 10-17 |
| Median Absolute Deviation (MAD) | 0.68002291 |
| Skewness | 0.052494037 |
| Sum | 1.6342483 × 10-13 |
| Variance | 1.016813 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -0.7368647193 | 1 | < 0.1% |
| 0.3826822486 | 1 | < 0.1% |
| 0.0825175641 | 1 | < 0.1% |
| 1.170332096 | 1 | < 0.1% |
| -0.1146549627 | 1 | < 0.1% |
| 2.586738045 | 1 | < 0.1% |
| -0.5236054558 | 1 | < 0.1% |
| -0.5842055779 | 1 | < 0.1% |
| -0.6522331871 | 1 | < 0.1% |
| -0.04574178681 | 1 | < 0.1% |
| Other values (9990) | 9990 |
| Value | Count | Frequency (%) |
| -4.055169064 | 1 | |
| -3.702054755 | 1 | |
| -3.522635034 | 1 | |
| -3.374468262 | 1 | |
| -3.320628346 | 1 | |
| -3.282586714 | 1 | |
| -3.253851023 | 1 | |
| -3.120715646 | 1 | |
| -3.080004182 | 1 | |
| -3.047727244 | 1 |
| Value | Count | Frequency (%) |
| 4.192477334 | 1 | |
| 4.135716218 | 1 | |
| 3.839229089 | 1 | |
| 3.699825566 | 1 | |
| 3.45257455 | 1 | |
| 3.275603452 | 1 | |
| 3.248676807 | 1 | |
| 3.206892096 | 1 | |
| 3.165997903 | 1 | |
| 3.165761173 | 1 |
cluster
Categorical
High correlation 
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 566.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 0 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 3253 | |
| 1 | 3223 | |
| 0 | 2396 | |
| 3 | 1128 | 11.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 3253 | |
| 1 | 3223 | |
| 0 | 2396 | |
| 3 | 1128 | 11.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 3253 | |
| 1 | 3223 | |
| 0 | 2396 | |
| 3 | 1128 | 11.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3253 | |
| 1 | 3223 | |
| 0 | 2396 | |
| 3 | 1128 | 11.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3253 | |
| 1 | 3223 | |
| 0 | 2396 | |
| 3 | 1128 | 11.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 3253 | |
| 1 | 3223 | |
| 0 | 2396 | |
| 3 | 1128 | 11.3% |
Interactions
Correlations
| ad_platform | ad_type | age | avg_ads_per_hour | browser | budget_time_interaction | campaign_budget | category | click_rate_prior | clicked | cluster | device_type | gender | location | num_ads_seen_today | pca1 | pca2 | previous_clicks | time_spent_on_page | time_spent_on_page_log | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ad_platform | 1.000 | 0.009 | 0.011 | 0.000 | 0.015 | 0.021 | 0.000 | 0.000 | 0.012 | 0.000 | 0.012 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.007 | 0.016 |
| ad_type | 0.009 | 1.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.014 | 0.000 | 0.000 | 0.000 | 0.016 | 0.011 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 |
| age | 0.011 | 0.000 | 1.000 | 0.011 | 0.000 | 0.008 | 0.005 | 0.008 | -0.009 | 0.000 | 0.479 | 0.015 | 0.000 | 0.022 | 0.011 | 0.481 | 0.072 | 0.001 | 0.008 | 0.008 |
| avg_ads_per_hour | 0.000 | 0.000 | 0.011 | 1.000 | 0.000 | 0.027 | 0.007 | 0.000 | -0.416 | 0.023 | 0.474 | 0.000 | 0.021 | 0.000 | 1.000 | 0.589 | -0.108 | -0.002 | 0.025 | 0.025 |
| browser | 0.015 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.017 |
| budget_time_interaction | 0.021 | 0.009 | 0.008 | 0.027 | 0.000 | 1.000 | 0.207 | 0.009 | 0.014 | 0.000 | 0.456 | 0.000 | 0.000 | 0.000 | 0.027 | 0.529 | -0.109 | 0.027 | 0.968 | 0.968 |
| campaign_budget | 0.000 | 0.014 | 0.005 | 0.007 | 0.000 | 0.207 | 1.000 | 0.000 | 0.014 | 0.000 | 0.006 | 0.021 | 0.000 | 0.013 | 0.007 | 0.124 | 0.754 | 0.019 | -0.014 | -0.014 |
| category | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.009 | 0.000 | 1.000 | 0.000 | 0.015 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.000 | 0.022 | 0.000 | 0.000 |
| click_rate_prior | 0.012 | 0.000 | -0.009 | -0.416 | 0.015 | 0.014 | 0.014 | 0.000 | 1.000 | 0.007 | 0.141 | 0.000 | 0.003 | 0.000 | -0.416 | -0.003 | 0.504 | 0.879 | 0.011 | 0.011 |
| clicked | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.015 | 0.007 | 1.000 | 0.019 | 0.000 | 0.007 | 0.000 | 0.023 | 0.011 | 0.000 | 0.000 | 0.000 | 0.002 |
| cluster | 0.012 | 0.016 | 0.479 | 0.474 | 0.000 | 0.456 | 0.006 | 0.003 | 0.141 | 0.019 | 1.000 | 0.013 | 0.000 | 0.000 | 0.474 | 0.477 | 0.175 | 0.015 | 0.510 | 0.485 |
| device_type | 0.000 | 0.011 | 0.015 | 0.000 | 0.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.000 | 0.013 | 1.000 | 0.000 | 0.012 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.015 |
| gender | 0.003 | 0.000 | 0.000 | 0.021 | 0.007 | 0.000 | 0.000 | 0.000 | 0.003 | 0.007 | 0.000 | 0.000 | 1.000 | 0.000 | 0.021 | 0.000 | 0.000 | 0.009 | 0.000 | 0.000 |
| location | 0.000 | 0.013 | 0.022 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.011 | 0.000 |
| num_ads_seen_today | 0.000 | 0.000 | 0.011 | 1.000 | 0.000 | 0.027 | 0.007 | 0.000 | -0.416 | 0.023 | 0.474 | 0.000 | 0.021 | 0.000 | 1.000 | 0.589 | -0.108 | -0.002 | 0.025 | 0.025 |
| pca1 | 0.000 | 0.000 | 0.481 | 0.589 | 0.000 | 0.529 | 0.124 | 0.019 | -0.003 | 0.011 | 0.477 | 0.015 | 0.000 | 0.000 | 0.589 | 1.000 | 0.039 | 0.281 | 0.515 | 0.515 |
| pca2 | 0.013 | 0.000 | 0.072 | -0.108 | 0.016 | -0.109 | 0.754 | 0.000 | 0.504 | 0.000 | 0.175 | 0.000 | 0.000 | 0.000 | -0.108 | 0.039 | 1.000 | 0.524 | -0.290 | -0.290 |
| previous_clicks | 0.000 | 0.000 | 0.001 | -0.002 | 0.000 | 0.027 | 0.019 | 0.022 | 0.879 | 0.000 | 0.015 | 0.000 | 0.009 | 0.016 | -0.002 | 0.281 | 0.524 | 1.000 | 0.022 | 0.022 |
| time_spent_on_page | 0.007 | 0.000 | 0.008 | 0.025 | 0.000 | 0.968 | -0.014 | 0.000 | 0.011 | 0.000 | 0.510 | 0.000 | 0.000 | 0.011 | 0.025 | 0.515 | -0.290 | 0.022 | 1.000 | 1.000 |
| time_spent_on_page_log | 0.016 | 0.012 | 0.008 | 0.025 | 0.017 | 0.968 | -0.014 | 0.000 | 0.011 | 0.002 | 0.485 | 0.015 | 0.000 | 0.000 | 0.025 | 0.515 | -0.290 | 0.022 | 1.000 | 1.000 |
Missing values
Sample
| user_id | age | gender | location | device_type | browser | campaign_id | ad_platform | ad_type | impression_date | clicked | time_spent_on_page | num_ads_seen_today | previous_clicks | campaign_budget | category | time_spent_on_page_log | budget_time_interaction | avg_ads_per_hour | click_rate_prior | pca1 | pca2 | cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | user_861 | 21 | Other | India | Desktop | Safari | camp_109 | Carousel | 2023-01-30 03:00:00 | 0 | 4.44 | 7 | 0 | 9856.15 | Travel | 1.693779 | 43761.3060 | 0.291667 | 0.000000 | -1.006794 | -0.736865 | 0 | |
| 1 | user_1295 | 23 | Other | Brazil | Tablet | Firefox | camp_171 | Banner | 2023-01-04 13:00:00 | 0 | 9.64 | 8 | 2 | 12015.31 | Travel | 2.364620 | 115827.5884 | 0.333333 | 0.222222 | -0.038117 | 0.534834 | 0 | |
| 2 | user_1131 | 31 | Female | India | Mobile | Edge | camp_162 | Banner | 2022-12-18 11:00:00 | 0 | 14.03 | 2 | 1 | 10611.26 | Finance | 2.710048 | 148875.9778 | 0.083333 | 0.333333 | -1.446593 | -0.000427 | 1 | |
| 3 | user_1096 | 21 | Male | Brazil | Mobile | Firefox | camp_135 | Banner | 2023-01-15 23:00:00 | 0 | 15.30 | 6 | 2 | 10233.56 | Electronics | 2.791165 | 156573.4680 | 0.250000 | 0.285714 | -0.537891 | -0.014334 | 1 | |
| 4 | user_1639 | 43 | Male | Brazil | Mobile | Safari | camp_195 | Carousel | 2022-12-05 10:00:00 | 0 | 9.74 | 5 | 3 | 12677.12 | Finance | 2.373975 | 123475.1488 | 0.208333 | 0.500000 | 0.086781 | 1.360932 | 2 | |
| 5 | user_2170 | 64 | Female | Germany | Desktop | Safari | camp_144 | Video | 2022-10-28 03:00:00 | 0 | 17.65 | 5 | 1 | 12483.00 | Fashion | 2.925846 | 220324.9500 | 0.208333 | 0.166667 | 0.643262 | 0.533158 | 2 | |
| 6 | user_467 | 56 | Other | Brazil | Desktop | Safari | camp_105 | Carousel | 2022-07-31 01:00:00 | 0 | 26.64 | 3 | 1 | 11007.65 | Gaming | 3.319264 | 293243.7960 | 0.125000 | 0.250000 | 0.055927 | -0.012436 | 2 | |
| 7 | user_1239 | 34 | Female | UK | Mobile | Opera | camp_105 | Video | 2023-02-12 23:00:00 | 1 | 24.09 | 4 | 1 | 9232.49 | Finance | 3.222469 | 222410.6841 | 0.166667 | 0.200000 | -0.590278 | -0.673264 | 1 | |
| 8 | user_331 | 36 | Male | Japan | Mobile | Chrome | camp_190 | Video | 2023-01-25 20:00:00 | 0 | 0.61 | 3 | 2 | 12085.02 | Finance | 0.476234 | 7371.8622 | 0.125000 | 0.500000 | -1.162021 | 1.026650 | 1 | |
| 9 | user_1483 | 23 | Other | Brazil | Desktop | Firefox | camp_165 | Video | 2022-03-23 08:00:00 | 0 | 17.99 | 6 | 2 | 13265.15 | Travel | 2.943913 | 238640.0485 | 0.250000 | 0.285714 | -0.244043 | 0.868568 | 1 |
| user_id | age | gender | location | device_type | browser | campaign_id | ad_platform | ad_type | impression_date | clicked | time_spent_on_page | num_ads_seen_today | previous_clicks | campaign_budget | category | time_spent_on_page_log | budget_time_interaction | avg_ads_per_hour | click_rate_prior | pca1 | pca2 | cluster | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9990 | user_789 | 43 | Female | US | Desktop | Safari | camp_193 | Video | 2022-06-26 20:00:00 | 0 | 4.49 | 3 | 2 | 12228.62 | Fashion | 1.702928 | 54906.5038 | 0.125000 | 0.500000 | -0.801686 | 1.040957 | 2 | |
| 9991 | user_850 | 45 | Male | UK | Mobile | Safari | camp_137 | Carousel | 2022-03-13 17:00:00 | 0 | 7.63 | 3 | 4 | 13217.02 | Electronics | 2.155245 | 100845.8626 | 0.125000 | 1.000000 | -0.209999 | 2.042585 | 2 | |
| 9992 | user_2226 | 62 | Female | France | Mobile | Firefox | camp_149 | Carousel | 2022-05-20 00:00:00 | 0 | 130.96 | 4 | 0 | 7108.92 | Gaming | 4.882499 | 930984.1632 | 0.166667 | 0.000000 | 3.285864 | -3.374468 | 3 | |
| 9993 | user_2890 | 31 | Other | India | Mobile | Safari | camp_173 | Video | 2022-12-16 14:00:00 | 0 | 3.94 | 1 | 2 | 11994.42 | Electronics | 1.597365 | 47258.0148 | 0.041667 | 1.000000 | -1.752418 | 1.013769 | 1 | |
| 9994 | user_1378 | 26 | Male | UK | Mobile | Edge | camp_131 | Video | 2022-03-24 09:00:00 | 0 | 5.56 | 4 | 1 | 12659.11 | Travel | 1.880991 | 70384.6516 | 0.166667 | 0.200000 | -1.255265 | 0.640178 | 1 | |
| 9995 | user_1178 | 43 | Female | Brazil | Desktop | Chrome | camp_189 | Carousel | 2022-01-08 07:00:00 | 1 | 25.66 | 4 | 1 | 12702.41 | Finance | 3.283164 | 325943.8406 | 0.166667 | 0.200000 | -0.072779 | 0.399075 | 2 | |
| 9996 | user_1950 | 19 | Male | France | Mobile | Opera | camp_152 | Video | 2023-01-07 11:00:00 | 0 | 22.12 | 1 | 2 | 12133.07 | Fashion | 3.140698 | 268383.5084 | 0.041667 | 1.000000 | -1.602810 | 0.679489 | 1 | |
| 9997 | user_878 | 28 | Other | US | Mobile | Edge | camp_147 | Video | 2022-09-15 12:00:00 | 0 | 25.32 | 4 | 2 | 8548.26 | Electronics | 3.270329 | 216441.9432 | 0.166667 | 0.400000 | -0.597557 | -0.561028 | 1 | |
| 9998 | user_1139 | 34 | Other | Germany | Mobile | Firefox | camp_180 | Carousel | 2022-09-12 17:00:00 | 1 | 59.96 | 5 | 1 | 12116.97 | Finance | 4.110218 | 726533.5212 | 0.208333 | 0.166667 | 0.888456 | -0.464523 | 3 | |
| 9999 | user_1578 | 51 | Other | Japan | Mobile | Chrome | camp_100 | Banner | 2022-04-01 02:00:00 | 0 | 2.55 | 9 | 0 | 7738.41 | Travel | 1.266948 | 19732.9455 | 0.375000 | 0.000000 | 0.365718 | -1.284061 | 0 |